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Neuro-fuzzy techniques to model pharmacodynamic interactions between anesthetic drugs on the bispectral index: a preliminary study

dc.contributor.authorNunes, Catarina S.
dc.contributor.authorFerreira, David A.
dc.contributor.authorMendonça, Teresa F.
dc.contributor.authorAmorim, Pedro
dc.contributor.authorAntunes, Luís M.
dc.date.accessioned2023-05-29T08:11:53Z
dc.date.available2023-05-29T08:11:53Z
dc.date.issued2005
dc.description.abstractThe aim of this preliminary study was to try to identify the effect of propofol and remifentanil on bispectral index of the electroencephalogram (BIS), and to determine if a model can be generalized between different patients. We used the data from three patients under stable propofol and remifentanil anesthesia for neurosurgical procedures. A Takagi-Sugeno-Kang (TSK) fuzzy model was used to describe the effect of interaction of propofol and remifentanil on BIS. An Adaptive Network-Fuzzy Inference System (ANFIS) was used to obtain the parameters of the TSK model. The ANFIS was able to optimize the parameters of the fuzzy TSK model. The obtained TSK model reflected the data trend and was able to capture the synergistic interaction between propofol and remifentanil during the maintenance phase of anesthesia. The model was trained with the data of two patients and tested with the data of a third patient. Different patients have different physiological responses and this preliminary study results suggested that the BIS values were independent of patients’ variability. This result should be improved using a larger set of data with more patients.pt_PT
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.citationNunes, Catarina S. et al. ‘Neuro-fuzzy Techniques to Model Pharmacodynamic Interactions Between Anesthetic Drugs on the Bispectral Index: A Preliminary Study’. 1 Jan. 2005 : 15 – 22. Print.pt_PT
dc.identifier.issn1064-1246
dc.identifier.urihttp://hdl.handle.net/10400.2/13869
dc.language.isoengpt_PT
dc.peerreviewedyespt_PT
dc.titleNeuro-fuzzy techniques to model pharmacodynamic interactions between anesthetic drugs on the bispectral index: a preliminary studypt_PT
dc.typejournal article
dspace.entity.typePublication
oaire.citation.endPage22pt_PT
oaire.citation.issue1pt_PT
oaire.citation.startPage15pt_PT
oaire.citation.titleJournal of Intelligent & Fuzzy Systemspt_PT
oaire.citation.volume16pt_PT
person.familyNameNunes
person.familyNameAmorim
person.givenNameCatarina S.
person.givenNamePedro
person.identifier.ciencia-id691F-CDC2-E26A
person.identifier.orcid0000-0002-8357-0994
person.identifier.orcid0000-0001-7466-4174
person.identifier.scopus-author-id55429654100
rcaap.rightsrestrictedAccesspt_PT
rcaap.typearticlept_PT
relation.isAuthorOfPublicationcc3069ec-f930-455f-9226-b77e5d2dc14b
relation.isAuthorOfPublication1ef321dd-4f09-493c-b801-e9a99b28947d
relation.isAuthorOfPublication.latestForDiscovery1ef321dd-4f09-493c-b801-e9a99b28947d

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